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chore(refactor): quantisation estimates (--vram) (#10)
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‎README.md‎

Lines changed: 5 additions & 5 deletions
Original file line numberDiff line numberDiff line change
@@ -82,12 +82,12 @@ ingest -o output.md /path/to/project
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### VRAM Estimation and Model Compatibility
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85-
Ingest includes a feature to estimate VRAM requirements and check model compatibility using the [Gollama](https://github.com/sammcj/gollama)'s vramestimator package. This helps you determine if your generated content will fit within the specified model, VRAM, and quantization constraints.
85+
Ingest includes a feature to estimate VRAM requirements and check model compatibility using the [Gollama](https://github.com/sammcj/gollama)'s vramestimator package. This helps you determine if your generated content will fit within the specified model, VRAM, and quantisation constraints.
8686

8787
To use this feature, add the following flags to your ingest command:
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8989
```shell
90-
ingest --vram --model <model_id> [--memory <memory_in_gb>] [--quant <quantization>] [--context <context_length>] [--kvcache <kv_cache_quant>] [--quanttype <quant_type>] [other flags] <paths>
90+
ingest --vram --model <model_id> [--memory <memory_in_gb>] [--quant <quantisation>] [--context <context_length>] [--kvcache <kv_cache_quant>] [--quanttype <quant_type>] [other flags] <paths>
9191
```
9292

9393
Examples:
@@ -142,10 +142,10 @@ Available flags for VRAM estimation:
142142
- `--vram`: Enable VRAM estimation and model compatibility check
143143
- `--model`: Specify the model ID to check against (required for estimation)
144144
- `--memory`: Specify the available memory in GB for context calculation (optional)
145-
- `--quant`: Specify the quantization type (e.g., q4_k_m) or bits per weight (e.g., 5.0)
145+
- `--quant`: Specify the quantisation type (e.g., q4_k_m) or bits per weight (e.g., 5.0)
146146
- `--context`: Specify the context length for VRAM estimation (optional)
147-
- `--kvcache`: Specify the KV cache quantization (fp16, q8_0, or q4_0)
148-
- `--quanttype`: Specify the quantization type (gguf or exl2)
147+
- `--kvcache`: Specify the KV cache quantisation (fp16, q8_0, or q4_0)
148+
- `--quanttype`: Specify the quantisation type (gguf or exl2)
149149

150150
Ingest will provide appropriate output based on the combination of flags used, such as estimating VRAM usage, calculating maximum context, or finding the best BPW. If the generated content fits within the specified constraints, you'll see a success message. Otherwise, you'll receive a warning that the content may not fit.
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‎go.mod‎

Lines changed: 13 additions & 4 deletions
Original file line numberDiff line numberDiff line change
@@ -10,17 +10,21 @@ require (
1010
github.com/mitchellh/go-homedir v1.1.0
1111
github.com/pkoukk/tiktoken-go v0.1.7
1212
github.com/sabhiram/go-gitignore v0.0.0-20210923224102-525f6e181f06
13-
github.com/sammcj/gollama v1.23.0
1413
github.com/sashabaranov/go-openai v1.27.1
15-
github.com/schollz/progressbar/v3 v3.14.5
14+
github.com/schollz/progressbar/v3 v3.14.6
1615
github.com/spf13/cobra v1.8.1
1716
)
1817

18+
require github.com/sammcj/gollama v1.26.0 // indirect
19+
1920
require (
2021
github.com/alecthomas/chroma/v2 v2.14.0 // indirect
2122
github.com/aymanbagabas/go-osc52/v2 v2.0.1 // indirect
2223
github.com/aymerick/douceur v0.2.0 // indirect
23-
github.com/dlclark/regexp2 v1.11.2 // indirect
24+
github.com/charmbracelet/lipgloss v0.12.1 // indirect
25+
github.com/charmbracelet/x/ansi v0.1.4 // indirect
26+
github.com/dlclark/regexp2 v1.11.4 // indirect
27+
github.com/go-ole/go-ole v1.3.0 // indirect
2428
github.com/google/uuid v1.6.0 // indirect
2529
github.com/gorilla/css v1.0.1 // indirect
2630
github.com/inconshreveable/mousetrap v1.1.0 // indirect
@@ -32,12 +36,17 @@ require (
3236
github.com/mitchellh/colorstring v0.0.0-20190213212951-d06e56a500db // indirect
3337
github.com/muesli/reflow v0.3.0 // indirect
3438
github.com/muesli/termenv v0.15.2 // indirect
39+
github.com/natefinch/lumberjack v2.0.0+incompatible // indirect
3540
github.com/olekukonko/tablewriter v0.0.5 // indirect
3641
github.com/rivo/uniseg v0.4.7 // indirect
42+
github.com/rs/zerolog v1.33.0 // indirect
43+
github.com/sammcj/quantest v0.0.9
44+
github.com/shirou/gopsutil v3.21.11+incompatible // indirect
3745
github.com/spf13/pflag v1.0.5 // indirect
3846
github.com/yuin/goldmark v1.7.4 // indirect
3947
github.com/yuin/goldmark-emoji v1.0.3 // indirect
48+
github.com/yusufpapurcu/wmi v1.2.4 // indirect
4049
golang.org/x/net v0.27.0 // indirect
41-
golang.org/x/sys v0.22.0 // indirect
50+
golang.org/x/sys v0.23.0 // indirect
4251
golang.org/x/term v0.22.0 // indirect
4352
)

‎go.sum‎

Lines changed: 43 additions & 36 deletions
Original file line numberDiff line numberDiff line change
@@ -1,13 +1,11 @@
1-
github.com/alecthomas/assert/v2 v2.2.1 h1:XivOgYcduV98QCahG8T5XTezV5bylXe+lBxLG2K2ink=
2-
github.com/alecthomas/assert/v2 v2.2.1/go.mod h1:pXcQ2Asjp247dahGEmsZ6ru0UVwnkhktn7S0bBDLxvQ=
1+
github.com/BurntSushi/toml v1.4.0 h1:kuoIxZQy2WRRk1pttg9asf+WVv6tWQuBNVmK8+nqPr0=
2+
github.com/BurntSushi/toml v1.4.0/go.mod h1:ukJfTF/6rtPPRCnwkur4qwRxa8vTRFBF0uk2lLoLwho=
33
github.com/alecthomas/assert/v2 v2.7.0 h1:QtqSACNS3tF7oasA8CU6A6sXZSBDqnm7RfpLl9bZqbE=
4-
github.com/alecthomas/chroma/v2 v2.8.0 h1:w9WJUjFFmHHB2e8mRpL9jjy3alYDlU0QLDezj1xE264=
5-
github.com/alecthomas/chroma/v2 v2.8.0/go.mod h1:yrkMI9807G1ROx13fhe1v6PN2DDeaR73L3d+1nmYQtw=
4+
github.com/alecthomas/assert/v2 v2.7.0/go.mod h1:Bze95FyfUr7x34QZrjL+XP+0qgp/zg8yS+TtBj1WA3k=
65
github.com/alecthomas/chroma/v2 v2.14.0 h1:R3+wzpnUArGcQz7fCETQBzO5n9IMNi13iIs46aU4V9E=
76
github.com/alecthomas/chroma/v2 v2.14.0/go.mod h1:QolEbTfmUHIMVpBqxeDnNBj2uoeI4EbYP4i6n68SG4I=
8-
github.com/alecthomas/repr v0.2.0 h1:HAzS41CIzNW5syS8Mf9UwXhNH1J9aix/BvDRf1Ml2Yk=
9-
github.com/alecthomas/repr v0.2.0/go.mod h1:Fr0507jx4eOXV7AlPV6AVZLYrLIuIeSOWtW57eE/O/4=
107
github.com/alecthomas/repr v0.4.0 h1:GhI2A8MACjfegCPVq9f1FLvIBS+DrQ2KQBFZP1iFzXc=
8+
github.com/alecthomas/repr v0.4.0/go.mod h1:Fr0507jx4eOXV7AlPV6AVZLYrLIuIeSOWtW57eE/O/4=
119
github.com/atotto/clipboard v0.1.4 h1:EH0zSVneZPSuFR11BlR9YppQTVDbh5+16AmcJi4g1z4=
1210
github.com/atotto/clipboard v0.1.4/go.mod h1:ZY9tmq7sm5xIbd9bOK4onWV4S6X0u6GY7Vn0Yu86PYI=
1311
github.com/aymanbagabas/go-osc52/v2 v2.0.1 h1:HwpRHbFMcZLEVr42D4p7XBqjyuxQH5SMiErDT4WkJ2k=
@@ -18,22 +16,25 @@ github.com/bmatcuk/doublestar/v4 v4.6.1 h1:FH9SifrbvJhnlQpztAx++wlkk70QBf0iBWDwN
1816
github.com/bmatcuk/doublestar/v4 v4.6.1/go.mod h1:xBQ8jztBU6kakFMg+8WGxn0c6z1fTSPVIjEY1Wr7jzc=
1917
github.com/charmbracelet/glamour v0.7.0 h1:2BtKGZ4iVJCDfMF229EzbeR1QRKLWztO9dMtjmqZSng=
2018
github.com/charmbracelet/glamour v0.7.0/go.mod h1:jUMh5MeihljJPQbJ/wf4ldw2+yBP59+ctV36jASy7ps=
19+
github.com/charmbracelet/lipgloss v0.12.1 h1:/gmzszl+pedQpjCOH+wFkZr/N90Snz40J/NR7A0zQcs=
20+
github.com/charmbracelet/lipgloss v0.12.1/go.mod h1:V2CiwIuhx9S1S1ZlADfOj9HmxeMAORuz5izHb0zGbB8=
21+
github.com/charmbracelet/x/ansi v0.1.4 h1:IEU3D6+dWwPSgZ6HBH+v6oUuZ/nVawMiWj5831KfiLM=
22+
github.com/charmbracelet/x/ansi v0.1.4/go.mod h1:dk73KoMTT5AX5BsX0KrqhsTqAnhZZoCBjs7dGWp4Ktw=
23+
github.com/coreos/go-systemd/v22 v22.5.0/go.mod h1:Y58oyj3AT4RCenI/lSvhwexgC+NSVTIJ3seZv2GcEnc=
2124
github.com/cpuguy83/go-md2man/v2 v2.0.4/go.mod h1:tgQtvFlXSQOSOSIRvRPT7W67SCa46tRHOmNcaadrF8o=
2225
github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
2326
github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
2427
github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
25-
github.com/dlclark/regexp2 v1.10.0 h1:+/GIL799phkJqYW+3YbOd8LCcbHzT0Pbo8zl70MHsq0=
26-
github.com/dlclark/regexp2 v1.10.0/go.mod h1:DHkYz0B9wPfa6wondMfaivmHpzrQ3v9q8cnmRbL6yW8=
27-
github.com/dlclark/regexp2 v1.11.2 h1:/u628IuisSTwri5/UKloiIsH8+qF2Pu7xEQX+yIKg68=
28-
github.com/dlclark/regexp2 v1.11.2/go.mod h1:DHkYz0B9wPfa6wondMfaivmHpzrQ3v9q8cnmRbL6yW8=
28+
github.com/dlclark/regexp2 v1.11.4 h1:rPYF9/LECdNymJufQKmri9gV604RvvABwgOA8un7yAo=
29+
github.com/dlclark/regexp2 v1.11.4/go.mod h1:DHkYz0B9wPfa6wondMfaivmHpzrQ3v9q8cnmRbL6yW8=
2930
github.com/fatih/color v1.17.0 h1:GlRw1BRJxkpqUCBKzKOw098ed57fEsKeNjpTe3cSjK4=
3031
github.com/fatih/color v1.17.0/go.mod h1:YZ7TlrGPkiz6ku9fK3TLD/pl3CpsiFyu8N92HLgmosI=
31-
github.com/google/uuid v1.3.0 h1:t6JiXgmwXMjEs8VusXIJk2BXHsn+wx8BZdTaoZ5fu7I=
32-
github.com/google/uuid v1.3.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
32+
github.com/go-ole/go-ole v1.2.6/go.mod h1:pprOEPIfldk/42T2oK7lQ4v4JSDwmV0As9GaiUsvbm0=
33+
github.com/go-ole/go-ole v1.3.0 h1:Dt6ye7+vXGIKZ7Xtk4s6/xVdGDQynvom7xCFEdWr6uE=
34+
github.com/go-ole/go-ole v1.3.0/go.mod h1:5LS6F96DhAwUc7C+1HLexzMXY1xGRSryjyPPKW6zv78=
35+
github.com/godbus/dbus/v5 v5.0.4/go.mod h1:xhWf0FNVPg57R7Z0UbKHbJfkEywrmjJnf7w5xrFpKfA=
3336
github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
3437
github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
35-
github.com/gorilla/css v1.0.0 h1:BQqNyPTi50JCFMTw/b67hByjMVXZRwGha6wxVGkeihY=
36-
github.com/gorilla/css v1.0.0/go.mod h1:Dn721qIggHpt4+EFCcTLTU/vk5ySda2ReITrtgBl60c=
3738
github.com/gorilla/css v1.0.1 h1:ntNaBIghp6JmvWnxbZKANoLyuXTPZ4cAMlo6RyhlbO8=
3839
github.com/gorilla/css v1.0.1/go.mod h1:BvnYkspnSzMmwRK+b8/xgNPLiIuNZr6vbZBTPQ2A3b0=
3940
github.com/hexops/gotextdiff v1.0.3 h1:gitA9+qJrrTCsiCl7+kh75nPqQt1cx4ZkudSTLoUqJM=
@@ -46,14 +47,13 @@ github.com/lucasb-eyer/go-colorful v1.2.0/go.mod h1:R4dSotOR9KMtayYi1e77YzuveK+i
4647
github.com/mattn/go-colorable v0.1.13 h1:fFA4WZxdEF4tXPZVKMLwD8oUnCTTo08duU7wxecdEvA=
4748
github.com/mattn/go-colorable v0.1.13/go.mod h1:7S9/ev0klgBDR4GtXTXX8a3vIGJpMovkB8vQcUbaXHg=
4849
github.com/mattn/go-isatty v0.0.16/go.mod h1:kYGgaQfpe5nmfYZH+SKPsOc2e4SrIfOl2e/yFXSvRLM=
50+
github.com/mattn/go-isatty v0.0.19/go.mod h1:W+V8PltTTMOvKvAeJH7IuucS94S2C6jfK/D7dTCTo3Y=
4951
github.com/mattn/go-isatty v0.0.20 h1:xfD0iDuEKnDkl03q4limB+vH+GxLEtL/jb4xVJSWWEY=
5052
github.com/mattn/go-isatty v0.0.20/go.mod h1:W+V8PltTTMOvKvAeJH7IuucS94S2C6jfK/D7dTCTo3Y=
5153
github.com/mattn/go-runewidth v0.0.9/go.mod h1:H031xJmbD/WCDINGzjvQ9THkh0rPKHF+m2gUSrubnMI=
5254
github.com/mattn/go-runewidth v0.0.12/go.mod h1:RAqKPSqVFrSLVXbA8x7dzmKdmGzieGRCM46jaSJTDAk=
5355
github.com/mattn/go-runewidth v0.0.16 h1:E5ScNMtiwvlvB5paMFdw9p4kSQzbXFikJ5SQO6TULQc=
5456
github.com/mattn/go-runewidth v0.0.16/go.mod h1:Jdepj2loyihRzMpdS35Xk/zdY8IAYHsh153qUoGf23w=
55-
github.com/microcosm-cc/bluemonday v1.0.25 h1:4NEwSfiJ+Wva0VxN5B8OwMicaJvD8r9tlJWm9rtloEg=
56-
github.com/microcosm-cc/bluemonday v1.0.25/go.mod h1:ZIOjCQp1OrzBBPIJmfX4qDYFuhU02nx4bn030ixfHLE=
5757
github.com/microcosm-cc/bluemonday v1.0.27 h1:MpEUotklkwCSLeH+Qdx1VJgNqLlpY2KXwXFM08ygZfk=
5858
github.com/microcosm-cc/bluemonday v1.0.27/go.mod h1:jFi9vgW+H7c3V0lb6nR74Ib/DIB5OBs92Dimizgw2cA=
5959
github.com/mitchellh/colorstring v0.0.0-20190213212951-d06e56a500db h1:62I3jR2EmQ4l5rM/4FEfDWcRD+abF5XlKShorW5LRoQ=
@@ -64,8 +64,11 @@ github.com/muesli/reflow v0.3.0 h1:IFsN6K9NfGtjeggFP+68I4chLZV2yIKsXJFNZ+eWh6s=
6464
github.com/muesli/reflow v0.3.0/go.mod h1:pbwTDkVPibjO2kyvBQRBxTWEEGDGq0FlB1BIKtnHY/8=
6565
github.com/muesli/termenv v0.15.2 h1:GohcuySI0QmI3wN8Ok9PtKGkgkFIk7y6Vpb5PvrY+Wo=
6666
github.com/muesli/termenv v0.15.2/go.mod h1:Epx+iuz8sNs7mNKhxzH4fWXGNpZwUaJKRS1noLXviQ8=
67+
github.com/natefinch/lumberjack v2.0.0+incompatible h1:4QJd3OLAMgj7ph+yZTuX13Ld4UpgHp07nNdFX7mqFfM=
68+
github.com/natefinch/lumberjack v2.0.0+incompatible/go.mod h1:Wi9p2TTF5DG5oU+6YfsmYQpsTIOm0B1VNzQg9Mw6nPk=
6769
github.com/olekukonko/tablewriter v0.0.5 h1:P2Ga83D34wi1o9J6Wh1mRuqd4mF/x/lgBS7N7AbDhec=
6870
github.com/olekukonko/tablewriter v0.0.5/go.mod h1:hPp6KlRPjbx+hW8ykQs1w3UBbZlj6HuIJcUGPhkA7kY=
71+
github.com/pkg/errors v0.9.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
6972
github.com/pkoukk/tiktoken-go v0.1.7 h1:qOBHXX4PHtvIvmOtyg1EeKlwFRiMKAcoMp4Q+bLQDmw=
7073
github.com/pkoukk/tiktoken-go v0.1.7/go.mod h1:9NiV+i9mJKGj1rYOT+njbv+ZwA/zJxYdewGl6qVatpg=
7174
github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
@@ -74,51 +77,55 @@ github.com/rivo/uniseg v0.1.0/go.mod h1:J6wj4VEh+S6ZtnVlnTBMWIodfgj8LQOQFoIToxlJ
7477
github.com/rivo/uniseg v0.2.0/go.mod h1:J6wj4VEh+S6ZtnVlnTBMWIodfgj8LQOQFoIToxlJtxc=
7578
github.com/rivo/uniseg v0.4.7 h1:WUdvkW8uEhrYfLC4ZzdpI2ztxP1I582+49Oc5Mq64VQ=
7679
github.com/rivo/uniseg v0.4.7/go.mod h1:FN3SvrM+Zdj16jyLfmOkMNblXMcoc8DfTHruCPUcx88=
80+
github.com/rs/xid v1.5.0/go.mod h1:trrq9SKmegXys3aeAKXMUTdJsYXVwGY3RLcfgqegfbg=
81+
github.com/rs/zerolog v1.33.0 h1:1cU2KZkvPxNyfgEmhHAz/1A9Bz+llsdYzklWFzgp0r8=
82+
github.com/rs/zerolog v1.33.0/go.mod h1:/7mN4D5sKwJLZQ2b/znpjC3/GQWY/xaDXUM0kKWRHss=
7783
github.com/russross/blackfriday/v2 v2.1.0/go.mod h1:+Rmxgy9KzJVeS9/2gXHxylqXiyQDYRxCVz55jmeOWTM=
7884
github.com/sabhiram/go-gitignore v0.0.0-20210923224102-525f6e181f06 h1:OkMGxebDjyw0ULyrTYWeN0UNCCkmCWfjPnIA2W6oviI=
7985
github.com/sabhiram/go-gitignore v0.0.0-20210923224102-525f6e181f06/go.mod h1:+ePHsJ1keEjQtpvf9HHw0f4ZeJ0TLRsxhunSI2hYJSs=
80-
github.com/sammcj/gollama v1.21.1 h1:40RLBhSNZTg3jJ014tNXFKsSeTh7tkt2CeHU+bP+6sc=
81-
github.com/sammcj/gollama v1.21.1/go.mod h1:1OQYKL5SvlZoN+1H6SDk6cykOPI5cXw+nEmhTFLWtrM=
82-
github.com/sammcj/gollama v1.23.0 h1:+QjimCYoq/IySIqs/5pvBqSJqJnkka9oL/NynGULe/k=
83-
github.com/sammcj/gollama v1.23.0/go.mod h1:1OQYKL5SvlZoN+1H6SDk6cykOPI5cXw+nEmhTFLWtrM=
86+
github.com/sammcj/gollama v1.26.0 h1:XUpkdcFJaF3LFpXVWdLdSjjFh0uPh/e/3QG8d0BxVgI=
87+
github.com/sammcj/gollama v1.26.0/go.mod h1:NiFfpwIXyZyCEB84Zh0dWA90jeuRzuI65Tp7ySVPSJY=
88+
github.com/sammcj/quantest v0.0.9 h1:Usfms28kWXeumisRIUEnR6hfATRIJtzMJpNJ0ZZREo8=
89+
github.com/sammcj/quantest v0.0.9/go.mod h1:XHbYHQmb4n8CFvIaUiiZvdfG5I34owwFyYabLcRvCa4=
8490
github.com/sashabaranov/go-openai v1.27.1 h1:7Nx6db5NXbcoutNmAUQulEQZEpHG/SkzfexP2X5RWMk=
8591
github.com/sashabaranov/go-openai v1.27.1/go.mod h1:lj5b/K+zjTSFxVLijLSTDZuP7adOgerWeFyZLUhAKRg=
86-
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gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
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gopkg.in/natefinch/lumberjack.v2 v2.2.1/go.mod h1:YD8tP3GAjkrDg1eZH7EGmyESg/lsYskCTPBJVb9jqSc=
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gopkg.in/yaml.v2 v2.4.0 h1:D8xgwECY7CYvx+Y2n4sBz93Jn9JRvxdiyyo8CTfuKaY=
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gopkg.in/yaml.v2 v2.4.0/go.mod h1:RDklbk79AGWmwhnvt/jBztapEOGDOx6ZbXqjP6csGnQ=
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gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
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